Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 210 |
| Missing cells | 609 |
| Missing cells (%) | 20.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 23.1 KiB |
| Average record size in memory | 112.6 B |
Variable types
| NUM | 11 |
|---|---|
| CAT | 3 |
Country_Region has a high cardinality: 173 distinct values | High cardinality |
per_capita_exp_PPP_2016 is highly correlated with Health_exp_per_capita_USD_2016 | High correlation |
Health_exp_per_capita_USD_2016 is highly correlated with per_capita_exp_PPP_2016 | High correlation |
Country_Region has 23 (11.0%) missing values | Missing |
Province_State has 196 (93.3%) missing values | Missing |
Health_exp_pct_GDP_2016 has 24 (11.4%) missing values | Missing |
Health_exp_public_pct_2016 has 24 (11.4%) missing values | Missing |
Health_exp_out_of_pocket_pct_2016 has 24 (11.4%) missing values | Missing |
Health_exp_per_capita_USD_2016 has 24 (11.4%) missing values | Missing |
per_capita_exp_PPP_2016 has 24 (11.4%) missing values | Missing |
External_health_exp_pct_2016 has 43 (20.5%) missing values | Missing |
Physicians_per_1000_2009-18 has 21 (10.0%) missing values | Missing |
Nurse_midwife_per_1000_2009-18 has 21 (10.0%) missing values | Missing |
Specialist_surgical_per_1000_2008-18 has 35 (16.7%) missing values | Missing |
Completeness_of_birth_reg_2009-18 has 47 (22.4%) missing values | Missing |
Completeness_of_death_reg_2008-16 has 103 (49.0%) missing values | Missing |
Country_Region is uniformly distributed | Uniform |
Province_State is uniformly distributed | Uniform |
World_Bank_Name has unique values | Unique |
External_health_exp_pct_2016 has 36 (17.1%) zeros | Zeros |
Physicians_per_1000_2009-18 has 8 (3.8%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-03 06:10:18.580675 |
|---|---|
| Analysis finished | 2020-10-03 06:10:43.592393 |
| Duration | 25.01 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 173 |
|---|---|
| Distinct (%) | 92.5% |
| Missing | 23 |
| Missing (%) | 11.0% |
| Memory size | 1.6 KiB |
| United Kingdom | 4 |
|---|---|
| France | 4 |
| US | 4 |
| China | 3 |
| Denmark | 3 |
| Other values (168) |
| Value | Count | Frequency (%) | |
| United Kingdom | 4 | 1.9% | |
| France | 4 | 1.9% | |
| US | 4 | 1.9% | |
| China | 3 | 1.4% | |
| Denmark | 3 | 1.4% | |
| Netherlands | 2 | 1.0% | |
| Liechtenstein | 1 | 0.5% | |
| Russia | 1 | 0.5% | |
| Saint Kitts and Nevis | 1 | 0.5% | |
| Burkina Faso | 1 | 0.5% | |
| Other values (163) | 163 | 77.6% | |
| (Missing) | 23 | 11.0% |
Frequencies of value counts
Unique
| Unique | 167 ? |
|---|---|
| Unique (%) | 89.3% |
Histogram of lengths of the category
Length
| Max length | 32 |
|---|---|
| Median length | 7 |
| Mean length | 7.661904762 |
| Min length | 2 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 196 |
| Missing (%) | 93.3% |
| Memory size | 1.6 KiB |
| Cayman Islands | |
|---|---|
| New Caledonia | |
| Faroe Islands | |
| Channel Islands | |
| Guam | |
| Other values (9) |
| Value | Count | Frequency (%) | |
| Cayman Islands | 1 | 0.5% | |
| New Caledonia | 1 | 0.5% | |
| Faroe Islands | 1 | 0.5% | |
| Channel Islands | 1 | 0.5% | |
| Guam | 1 | 0.5% | |
| Puerto Rico | 1 | 0.5% | |
| Hong Kong | 1 | 0.5% | |
| French Polynesia | 1 | 0.5% | |
| Sint Maarten | 1 | 0.5% | |
| Macau | 1 | 0.5% | |
| Other values (4) | 4 | 1.9% | |
| (Missing) | 196 | 93.3% |
Frequencies of value counts
Unique
| Unique | 14 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 16 |
|---|---|
| Median length | 3 |
| Mean length | 3.538095238 |
| Min length | 3 |
| Distinct | 210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| Zimbabwe | 1 |
|---|---|
| Channel Islands | 1 |
| Myanmar | 1 |
| Korea, Dem. People's Rep. | 1 |
| Georgia | 1 |
| Other values (205) |
| Value | Count | Frequency (%) | |
| Zimbabwe | 1 | 0.5% | |
| Channel Islands | 1 | 0.5% | |
| Myanmar | 1 | 0.5% | |
| Korea, Dem. People's Rep. | 1 | 0.5% | |
| Georgia | 1 | 0.5% | |
| Papua New Guinea | 1 | 0.5% | |
| Sint Maarten (Dutch part) | 1 | 0.5% | |
| Tanzania | 1 | 0.5% | |
| Mauritius | 1 | 0.5% | |
| Croatia | 1 | 0.5% | |
| Other values (200) | 200 | 95.2% |
Frequencies of value counts
Unique
| Unique | 210 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 30 |
|---|---|
| Median length | 8 |
| Mean length | 9.657142857 |
| Min length | 4 |
| Distinct | 87 |
|---|---|
| Distinct (%) | 46.8% |
| Missing | 24 |
| Missing (%) | 11.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.715053763 |
|---|---|
| Minimum | 1.7 |
| Maximum | 23.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1.7 |
|---|---|
| 5-th percentile | 3.1 |
| Q1 | 4.5 |
| median | 6.2 |
| Q3 | 8.375 |
| 95-th percentile | 11.65 |
| Maximum | 23.3 |
| Range | 21.6 |
| Interquartile range (IQR) | 3.875 |
Descriptive statistics
| Standard deviation | 2.976536941 |
|---|---|
| Coefficient of variation (CV) | 0.4432633074 |
| Kurtosis | 5.310524432 |
| Mean | 6.715053763 |
| Median Absolute Deviation (MAD) | 1.85 |
| Skewness | 1.583443965 |
| Sum | 1249 |
| Variance | 8.859772159 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 6.2 | 6 | 2.9% | |
| 5.5 | 6 | 2.9% | |
| 6.1 | 5 | 2.4% | |
| 3.5 | 5 | 2.4% | |
| 3.9 | 5 | 2.4% | |
| 5.7 | 5 | 2.4% | |
| 6.7 | 4 | 1.9% | |
| 4.3 | 4 | 1.9% | |
| 10.4 | 4 | 1.9% | |
| 6.3 | 4 | 1.9% | |
| Other values (77) | 138 | 65.7% | |
| (Missing) | 24 | 11.4% |
| Value | Count | Frequency (%) | |
| 1.7 | 1 | 0.5% | |
| 2 | 1 | 0.5% | |
| 2.3 | 1 | 0.5% | |
| 2.4 | 2 | 1.0% | |
| 2.8 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 23.3 | 1 | 0.5% | |
| 17.1 | 1 | 0.5% | |
| 16.5 | 1 | 0.5% | |
| 15.5 | 1 | 0.5% | |
| 12.6 | 1 | 0.5% |
| Distinct | 170 |
|---|---|
| Distinct (%) | 91.4% |
| Missing | 24 |
| Missing (%) | 11.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.91505376 |
|---|---|
| Minimum | 5.1 |
| Maximum | 96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 5.1 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 36.825 |
| median | 55.85 |
| Q3 | 70.6 |
| 95-th percentile | 83.825 |
| Maximum | 96 |
| Range | 90.9 |
| Interquartile range (IQR) | 33.775 |
Descriptive statistics
| Standard deviation | 21.95773555 |
|---|---|
| Coefficient of variation (CV) | 0.4149619813 |
| Kurtosis | -0.926486375 |
| Mean | 52.91505376 |
| Median Absolute Deviation (MAD) | 16.55 |
| Skewness | -0.2735305125 |
| Sum | 9842.2 |
| Variance | 482.1421505 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 18.6 | 2 | 1.0% | |
| 61.4 | 2 | 1.0% | |
| 44.1 | 2 | 1.0% | |
| 60.6 | 2 | 1.0% | |
| 65.6 | 2 | 1.0% | |
| 84.1 | 2 | 1.0% | |
| 52.1 | 2 | 1.0% | |
| 79.6 | 2 | 1.0% | |
| 65.9 | 2 | 1.0% | |
| 45.9 | 2 | 1.0% | |
| Other values (160) | 166 | 79.0% | |
| (Missing) | 24 | 11.4% |
| Value | Count | Frequency (%) | |
| 5.1 | 1 | 0.5% | |
| 10.2 | 1 | 0.5% | |
| 11.2 | 1 | 0.5% | |
| 12.3 | 2 | 1.0% | |
| 13 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 96 | 1 | 0.5% | |
| 94.9 | 1 | 0.5% | |
| 89.6 | 1 | 0.5% | |
| 89.1 | 1 | 0.5% | |
| 85.1 | 1 | 0.5% |
| Distinct | 165 |
|---|---|
| Distinct (%) | 88.7% |
| Missing | 24 |
| Missing (%) | 11.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.66182796 |
|---|---|
| Minimum | 0.1 |
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 7.25 |
| Q1 | 16.2 |
| median | 30.1 |
| Q3 | 44.825 |
| 95-th percentile | 73.025 |
| Maximum | 81 |
| Range | 80.9 |
| Interquartile range (IQR) | 28.625 |
Descriptive statistics
| Standard deviation | 19.57277742 |
|---|---|
| Coefficient of variation (CV) | 0.5992554198 |
| Kurtosis | -0.3485300567 |
| Mean | 32.66182796 |
| Median Absolute Deviation (MAD) | 14.5 |
| Skewness | 0.5914849056 |
| Sum | 6075.1 |
| Variance | 383.0936161 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 44.6 | 3 | 1.4% | |
| 28 | 3 | 1.4% | |
| 40.5 | 3 | 1.4% | |
| 18.9 | 3 | 1.4% | |
| 35.4 | 2 | 1.0% | |
| 27.7 | 2 | 1.0% | |
| 34.8 | 2 | 1.0% | |
| 35.9 | 2 | 1.0% | |
| 32.2 | 2 | 1.0% | |
| 37.4 | 2 | 1.0% | |
| Other values (155) | 162 | 77.1% | |
| (Missing) | 24 | 11.4% |
| Value | Count | Frequency (%) | |
| 0.1 | 1 | 0.5% | |
| 0.7 | 1 | 0.5% | |
| 2.1 | 1 | 0.5% | |
| 2.6 | 1 | 0.5% | |
| 4.6 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 81 | 1 | 0.5% | |
| 80.6 | 1 | 0.5% | |
| 78.9 | 1 | 0.5% | |
| 78.5 | 1 | 0.5% | |
| 77.4 | 1 | 0.5% |
| Distinct | 185 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 24 |
| Missing (%) | 11.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1037.004839 |
|---|---|
| Minimum | 16.4 |
| Maximum | 9869.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 16.4 |
|---|---|
| 5-th percentile | 29.825 |
| Q1 | 85.7 |
| median | 322.6 |
| Q3 | 1059.8 |
| 95-th percentile | 4735.075 |
| Maximum | 9869.7 |
| Range | 9853.3 |
| Interquartile range (IQR) | 974.1 |
Descriptive statistics
| Standard deviation | 1712.592621 |
|---|---|
| Coefficient of variation (CV) | 1.651479875 |
| Kurtosis | 8.346126487 |
| Mean | 1037.004839 |
| Median Absolute Deviation (MAD) | 267.4 |
| Skewness | 2.712211421 |
| Sum | 192882.9 |
| Variance | 2932973.487 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 55.2 | 2 | 1.0% | |
| 327.2 | 1 | 0.5% | |
| 7477.9 | 1 | 0.5% | |
| 5063.6 | 1 | 0.5% | |
| 4714.3 | 1 | 0.5% | |
| 135.1 | 1 | 0.5% | |
| 2327.8 | 1 | 0.5% | |
| 422.8 | 1 | 0.5% | |
| 468.6 | 1 | 0.5% | |
| 37.7 | 1 | 0.5% | |
| Other values (175) | 175 | 83.3% | |
| (Missing) | 24 | 11.4% |
| Value | Count | Frequency (%) | |
| 16.4 | 1 | 0.5% | |
| 18.5 | 1 | 0.5% | |
| 19.2 | 1 | 0.5% | |
| 20.5 | 1 | 0.5% | |
| 20.9 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 9869.7 | 1 | 0.5% | |
| 9836 | 1 | 0.5% | |
| 7477.9 | 1 | 0.5% | |
| 6271.4 | 1 | 0.5% | |
| 5710.6 | 1 | 0.5% |
| Distinct | 186 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 24 |
| Missing (%) | 11.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1412.466667 |
|---|---|
| Minimum | 29.9 |
| Maximum | 9869.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 29.9 |
|---|---|
| 5-th percentile | 85.225 |
| Q1 | 231.5 |
| median | 782.5 |
| Q3 | 1885.5 |
| 95-th percentile | 5064.425 |
| Maximum | 9869.7 |
| Range | 9839.8 |
| Interquartile range (IQR) | 1654 |
Descriptive statistics
| Standard deviation | 1690.018939 |
|---|---|
| Coefficient of variation (CV) | 1.196501821 |
| Kurtosis | 4.256128905 |
| Mean | 1412.466667 |
| Median Absolute Deviation (MAD) | 632.95 |
| Skewness | 1.935708653 |
| Sum | 262718.8 |
| Variance | 2856164.014 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3511.1 | 1 | 0.5% | |
| 493.7 | 1 | 0.5% | |
| 115.6 | 1 | 0.5% | |
| 90.6 | 1 | 0.5% | |
| 466.7 | 1 | 0.5% | |
| 162.8 | 1 | 0.5% | |
| 1193.1 | 1 | 0.5% | |
| 61.6 | 1 | 0.5% | |
| 400.3 | 1 | 0.5% | |
| 1577.9 | 1 | 0.5% | |
| Other values (176) | 176 | 83.8% | |
| (Missing) | 24 | 11.4% |
| Value | Count | Frequency (%) | |
| 29.9 | 1 | 0.5% | |
| 34.5 | 1 | 0.5% | |
| 50.3 | 1 | 0.5% | |
| 55.3 | 1 | 0.5% | |
| 61.4 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 9869.7 | 1 | 0.5% | |
| 7867.4 | 1 | 0.5% | |
| 6374.2 | 1 | 0.5% | |
| 6203.5 | 1 | 0.5% | |
| 5463.3 | 1 | 0.5% |
| Distinct | 89 |
|---|---|
| Distinct (%) | 53.3% |
| Missing | 43 |
| Missing (%) | 20.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.116766467 |
|---|---|
| Minimum | 0 |
| Maximum | 69.2 |
| Zeros | 36 |
| Zeros (%) | 17.1% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.2 |
| median | 1.7 |
| Q3 | 13.4 |
| 95-th percentile | 40.75 |
| Maximum | 69.2 |
| Range | 69.2 |
| Interquartile range (IQR) | 13.2 |
Descriptive statistics
| Standard deviation | 13.86825122 |
|---|---|
| Coefficient of variation (CV) | 1.521180922 |
| Kurtosis | 2.750307988 |
| Mean | 9.116766467 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 1.802556524 |
| Sum | 1522.5 |
| Variance | 192.3283919 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 36 | 17.1% | |
| 0.2 | 7 | 3.3% | |
| 0.4 | 6 | 2.9% | |
| 1.2 | 6 | 2.9% | |
| 0.1 | 5 | 2.4% | |
| 0.7 | 4 | 1.9% | |
| 1 | 3 | 1.4% | |
| 0.3 | 3 | 1.4% | |
| 0.6 | 3 | 1.4% | |
| 2.3 | 3 | 1.4% | |
| Other values (79) | 91 | 43.3% | |
| (Missing) | 43 | 20.5% |
| Value | Count | Frequency (%) | |
| 0 | 36 | 17.1% | |
| 0.1 | 5 | 2.4% | |
| 0.2 | 7 | 3.3% | |
| 0.3 | 3 | 1.4% | |
| 0.4 | 6 | 2.9% |
| Value | Count | Frequency (%) | |
| 69.2 | 1 | 0.5% | |
| 53.8 | 1 | 0.5% | |
| 50.6 | 1 | 0.5% | |
| 44.6 | 1 | 0.5% | |
| 43.8 | 1 | 0.5% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 21 |
| Missing (%) | 10.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.723280423 |
|---|---|
| Minimum | 0 |
| Maximum | 8.2 |
| Zeros | 8 |
| Zeros (%) | 3.8% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.3 |
| median | 1.3 |
| Q3 | 2.8 |
| 95-th percentile | 4.42 |
| Maximum | 8.2 |
| Range | 8.2 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 1.570366481 |
|---|---|
| Coefficient of variation (CV) | 0.9112657809 |
| Kurtosis | 0.8919445669 |
| Mean | 1.723280423 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | 0.9970496334 |
| Sum | 325.7 |
| Variance | 2.466050884 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.1 | 21 | 10.0% | |
| 0.2 | 16 | 7.6% | |
| 0.4 | 9 | 4.3% | |
| 0.8 | 8 | 3.8% | |
| 0 | 8 | 3.8% | |
| 2.4 | 6 | 2.9% | |
| 1.1 | 5 | 2.4% | |
| 0.3 | 5 | 2.4% | |
| 3.2 | 5 | 2.4% | |
| 2.3 | 5 | 2.4% | |
| Other values (40) | 101 | 48.1% | |
| (Missing) | 21 | 10.0% |
| Value | Count | Frequency (%) | |
| 0 | 8 | 3.8% | |
| 0.1 | 21 | 10.0% | |
| 0.2 | 16 | 7.6% | |
| 0.3 | 5 | 2.4% | |
| 0.4 | 9 | 4.3% |
| Value | Count | Frequency (%) | |
| 8.2 | 1 | 0.5% | |
| 6.6 | 1 | 0.5% | |
| 6.1 | 1 | 0.5% | |
| 5.4 | 1 | 0.5% | |
| 5.1 | 2 | 1.0% |
| Distinct | 86 |
|---|---|
| Distinct (%) | 45.5% |
| Missing | 21 |
| Missing (%) | 10.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.139153439 |
|---|---|
| Minimum | 0.1 |
| Maximum | 20.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 1.1 |
| median | 2.8 |
| Q3 | 6.1 |
| 95-th percentile | 11.86 |
| Maximum | 20.3 |
| Range | 20.2 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.965281687 |
|---|---|
| Coefficient of variation (CV) | 0.9579934025 |
| Kurtosis | 2.131372694 |
| Mean | 4.139153439 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.466345915 |
| Sum | 782.3 |
| Variance | 15.72345885 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.3 | 7 | 3.3% | |
| 0.9 | 7 | 3.3% | |
| 2.6 | 6 | 2.9% | |
| 1.4 | 6 | 2.9% | |
| 1 | 5 | 2.4% | |
| 0.5 | 5 | 2.4% | |
| 0.4 | 5 | 2.4% | |
| 1.2 | 5 | 2.4% | |
| 0.7 | 5 | 2.4% | |
| 4 | 4 | 1.9% | |
| Other values (76) | 134 | 63.8% | |
| (Missing) | 21 | 10.0% |
| Value | Count | Frequency (%) | |
| 0.1 | 3 | 1.4% | |
| 0.2 | 2 | 1.0% | |
| 0.3 | 7 | 3.3% | |
| 0.4 | 5 | 2.4% | |
| 0.5 | 5 | 2.4% |
| Value | Count | Frequency (%) | |
| 20.3 | 1 | 0.5% | |
| 18.1 | 1 | 0.5% | |
| 17.3 | 1 | 0.5% | |
| 15.7 | 1 | 0.5% | |
| 14.7 | 1 | 0.5% |
| Distinct | 145 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 35 |
| Missing (%) | 16.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.93714286 |
|---|---|
| Minimum | 0 |
| Maximum | 195.6 |
| Zeros | 1 |
| Zeros (%) | 0.5% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 3.1 |
| median | 23.6 |
| Q3 | 62.15 |
| 95-th percentile | 116.71 |
| Maximum | 195.6 |
| Range | 195.6 |
| Interquartile range (IQR) | 59.05 |
Descriptive statistics
| Standard deviation | 40.87752021 |
|---|---|
| Coefficient of variation (CV) | 1.077506558 |
| Kurtosis | 1.067918869 |
| Mean | 37.93714286 |
| Median Absolute Deviation (MAD) | 22.5 |
| Skewness | 1.20837374 |
| Sum | 6639 |
| Variance | 1670.971658 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.4 | 5 | 2.4% | |
| 0.2 | 4 | 1.9% | |
| 0.5 | 4 | 1.9% | |
| 0.8 | 3 | 1.4% | |
| 50.1 | 3 | 1.4% | |
| 0.6 | 3 | 1.4% | |
| 1.1 | 3 | 1.4% | |
| 2.8 | 2 | 1.0% | |
| 11.4 | 2 | 1.0% | |
| 1.6 | 2 | 1.0% | |
| Other values (135) | 144 | 68.6% | |
| (Missing) | 35 | 16.7% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.5% | |
| 0.1 | 1 | 0.5% | |
| 0.2 | 4 | 1.9% | |
| 0.3 | 2 | 1.0% | |
| 0.4 | 5 | 2.4% |
| Value | Count | Frequency (%) | |
| 195.6 | 1 | 0.5% | |
| 163.5 | 1 | 0.5% | |
| 156.8 | 1 | 0.5% | |
| 142.4 | 1 | 0.5% | |
| 133.3 | 1 | 0.5% |
| Distinct | 72 |
|---|---|
| Distinct (%) | 44.2% |
| Missing | 47 |
| Missing (%) | 22.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.20245399 |
|---|---|
| Minimum | 2.7 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 26.83 |
| Q1 | 77.15 |
| median | 96 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 97.3 |
| Interquartile range (IQR) | 22.85 |
Descriptive statistics
| Standard deviation | 23.37002393 |
|---|---|
| Coefficient of variation (CV) | 0.2775456394 |
| Kurtosis | 1.850674571 |
| Mean | 84.20245399 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -1.647932133 |
| Sum | 13725 |
| Variance | 546.1580186 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 100 | 60 | 28.6% | |
| 99 | 11 | 5.2% | |
| 96 | 8 | 3.8% | |
| 98 | 4 | 1.9% | |
| 88 | 3 | 1.4% | |
| 72 | 3 | 1.4% | |
| 78 | 2 | 1.0% | |
| 95 | 2 | 1.0% | |
| 92 | 2 | 1.0% | |
| 81 | 2 | 1.0% | |
| Other values (62) | 66 | 31.4% | |
| (Missing) | 47 | 22.4% |
| Value | Count | Frequency (%) | |
| 2.7 | 1 | 0.5% | |
| 11.3 | 1 | 0.5% | |
| 12 | 1 | 0.5% | |
| 20.2 | 1 | 0.5% | |
| 24 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 100 | 60 | 28.6% | |
| 99.4 | 1 | 0.5% | |
| 99.3 | 1 | 0.5% | |
| 99 | 11 | 5.2% | |
| 98.8 | 1 | 0.5% |
| Distinct | 34 |
|---|---|
| Distinct (%) | 31.8% |
| Missing | 103 |
| Missing (%) | 49.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.30934579 |
|---|---|
| Minimum | 4 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 53.9 |
| Q1 | 85.5 |
| median | 99 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 96 |
| Interquartile range (IQR) | 14.5 |
Descriptive statistics
| Standard deviation | 18.07115669 |
|---|---|
| Coefficient of variation (CV) | 0.2023434002 |
| Kurtosis | 7.573047768 |
| Mean | 89.30934579 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.584789156 |
| Sum | 9556.1 |
| Variance | 326.5667043 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) | |
| 100 | 49 | 23.3% | |
| 98 | 5 | 2.4% | |
| 99 | 4 | 1.9% | |
| 90 | 4 | 1.9% | |
| 92 | 3 | 1.4% | |
| 91 | 3 | 1.4% | |
| 80 | 3 | 1.4% | |
| 79 | 2 | 1.0% | |
| 85 | 2 | 1.0% | |
| 78 | 2 | 1.0% | |
| Other values (24) | 30 | 14.3% | |
| (Missing) | 103 | 49.0% |
| Value | Count | Frequency (%) | |
| 4 | 1 | 0.5% | |
| 17 | 1 | 0.5% | |
| 24.3 | 1 | 0.5% | |
| 37 | 1 | 0.5% | |
| 51 | 1 | 0.5% |
| Value | Count | Frequency (%) | |
| 100 | 49 | 23.3% | |
| 99.9 | 1 | 0.5% | |
| 99 | 4 | 1.9% | |
| 98 | 5 | 2.4% | |
| 96 | 1 | 0.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Country_Region | Province_State | World_Bank_Name | Health_exp_pct_GDP_2016 | Health_exp_public_pct_2016 | Health_exp_out_of_pocket_pct_2016 | Health_exp_per_capita_USD_2016 | per_capita_exp_PPP_2016 | External_health_exp_pct_2016 | Physicians_per_1000_2009-18 | Nurse_midwife_per_1000_2009-18 | Specialist_surgical_per_1000_2008-18 | Completeness_of_birth_reg_2009-18 | Completeness_of_death_reg_2008-16 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | NaN | Afghanistan | 10.2 | 5.1 | 77.4 | 57.2 | 162.8 | 17.5 | 0.3 | 0.3 | 0.0 | 42.3 | NaN |
| 1 | Albania | NaN | Albania | 6.7 | 41.4 | 58.0 | 271.5 | 759.7 | 0.7 | 1.2 | 3.6 | 11.6 | 98.4 | 53.0 |
| 2 | Algeria | NaN | Algeria | 6.6 | 67.7 | 30.9 | 260.4 | 998.2 | 0.0 | 1.8 | 2.2 | 12.1 | 100.0 | NaN |
| 3 | Andorra | NaN | Andorra | 10.4 | 49.1 | 41.7 | 3834.7 | 4978.7 | NaN | 3.3 | 4.0 | 83.1 | 100.0 | 80.0 |
| 4 | Angola | NaN | Angola | 2.9 | 44.1 | 35.2 | 95.2 | 185.8 | 3.6 | 0.2 | 1.3 | NaN | 25.0 | NaN |
| 5 | Antigua and Barbuda | NaN | Antigua and Barbuda | 4.3 | 60.6 | 32.2 | 623.1 | 976.4 | 0.0 | 2.8 | 3.1 | 14.0 | NaN | 79.0 |
| 6 | Argentina | NaN | Argentina | 7.5 | 74.4 | 15.8 | 955.2 | 1531.0 | 0.6 | 4.0 | 2.6 | 50.1 | 100.0 | 100.0 |
| 7 | Armenia | NaN | Armenia | 9.9 | 16.5 | 80.6 | 358.8 | 876.9 | 1.7 | 2.9 | 5.6 | 86.7 | 99.3 | 76.0 |
| 8 | Australia | NaN | Australia | 9.3 | 68.3 | 18.9 | 5002.4 | 4529.9 | 0.0 | 3.6 | 12.7 | 45.1 | 100.0 | 100.0 |
| 9 | Austria | NaN | Austria | 10.4 | 72.5 | 18.9 | 4688.3 | 5295.2 | NaN | 5.1 | 8.2 | 109.9 | 100.0 | 100.0 |
Last rows
| Country_Region | Province_State | World_Bank_Name | Health_exp_pct_GDP_2016 | Health_exp_public_pct_2016 | Health_exp_out_of_pocket_pct_2016 | Health_exp_per_capita_USD_2016 | per_capita_exp_PPP_2016 | External_health_exp_pct_2016 | Physicians_per_1000_2009-18 | Nurse_midwife_per_1000_2009-18 | Specialist_surgical_per_1000_2008-18 | Completeness_of_birth_reg_2009-18 | Completeness_of_death_reg_2008-16 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 200 | Uruguay | NaN | Uruguay | 9.1 | 71.7 | 17.4 | 1379.1 | 1958.9 | 0.0 | 5.0 | 1.9 | 38.9 | 100.0 | 99.0 |
| 201 | Uzbekistan | NaN | Uzbekistan | 6.3 | 46.1 | 52.2 | 135.1 | 416.9 | 1.2 | 2.4 | 12.1 | 50.4 | NaN | NaN |
| 202 | NaN | NaN | Vanuatu | 3.7 | 53.9 | 8.4 | 109.8 | 116.1 | 34.6 | 0.2 | 1.4 | 3.2 | 43.0 | NaN |
| 203 | Venezuela | NaN | Venezuela, RB | 3.2 | 24.1 | 40.0 | 1578.4 | 940.0 | 0.0 | NaN | NaN | 18.1 | 81.0 | 100.0 |
| 204 | Vietnam | NaN | Vietnam | 5.7 | 47.4 | 44.6 | 122.8 | 356.3 | 2.3 | 0.8 | 1.4 | NaN | 96.0 | NaN |
| 205 | US | Virgin Islands | Virgin Islands (U.S.) | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 206 | NaN | NaN | West Bank and Gaza | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 96.0 | NaN |
| 207 | NaN | NaN | Yemen, Rep. | 5.6 | 10.2 | 81.0 | 72.0 | 144.5 | 7.8 | 0.3 | 0.7 | 0.8 | 30.7 | NaN |
| 208 | Zambia | NaN | Zambia | 4.5 | 38.3 | 12.1 | 56.5 | 175.2 | 42.5 | 0.1 | 0.9 | 1.5 | 11.3 | NaN |
| 209 | Zimbabwe | NaN | Zimbabwe | 9.4 | 46.5 | 21.2 | 93.9 | 185.0 | 25.4 | 0.1 | 1.2 | 1.6 | 38.0 | NaN |